COBISS Co-operative Online Bibliographic system & services COBISS



Dr. Igor Grešovnik [15827]

Personal bibliography for the period 2010-2014


ARTICLES AND OTHER COMPONENT PARTS


1.01 Original scientific article

1. KODELJA, Tadej, GREŠOVNIK, Igor, VERTNIK, Robert, ŠARLER, Božidar. Topmost steel production design based on through process modelling with artificial neural networks = Projektiranje proizvodnje vrhunskih jekel na podlagi modeliranja skozi proces z umetnimi nevronskimi mrežami. Materiali in tehnologije, ISSN 1580-2949. [Tiskana izd.], mar.-apr. 2014, letn. 48, št. 2, str. 269-274, ilustr. http://mit.imt.si/Revija/. [COBISS.SI-ID 1043370]

Application of artificial neural networks for modeling of a complete process path in a steel production - from the scrap steel to the material properties of semi products - is presented. The described approach is introduced as an alternative to physics based through process modeling, with the advantage of lower complexity of the software and much lower computing times for calculating the influence of a specific settings of the process parameters. This new approach can be beneficially used in designing the production process. This is clearly demonstrated by estimating the influence of 34 alloying elements and process parameters of 6 process steps on 5 final mechanical properties of spring steel (elongation, tensile strength, yield stress, hardness after rolling and necking), based on 1879 recorded data sets from the production line in Štore Steel company. The ANN used is of a multilayer feedforward type with sigmoid activation function and supervised learning. An important feature of this approach is its dependence on accurate and sufficient data, acquired from the modeled process. Therefore, special care must be devoted to validation of the obtained model and error estimation. The reliability and other characteristics of the available data canvary to a great extent in real industrial practice, therefore analysis of the models is a highly customized task that has to be performed on a case to case basis. A flexible and easily extensible software base has been developed in the scope of the described work in order to adequately support research, development and practical application of this kind of models.

2. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, SENČIČ, Bojan, KOVAČIČ, Miha, ŠARLER, Božidar. Application of artificial neural networks in design of steel production path. Computers, materials & continua, ISSN 1546-2218, 2012, vol. 30, no. 1, str. 19-38. [COBISS.SI-ID 2601467]

3. PEČLIN, Polona, VODE, Franci, MEHLE, Andraž, GREŠOVNIK, Igor, ROZMAN, Janez. Influence of transient response of platinum electrode on neural signals during stimulation of isolated swinish left vagus nerve = Vpliv prehodnega značaja platinaste elektrode na živčni signal med stimulacijo izoliranega živca vagusa svinje. Materiali in tehnologije, ISSN 1580-2949. [Tiskana izd.], mar.-apr. 2012, letn. 46, št. 2, str. 131-137, ilustr. [COBISS.SI-ID 29830361]

The main aim of the work was to measure transient response characteristics of interface between platinum stimulating electrodes and isolated swinish left cervical vagus nerve (segment), when electrical stimulating pulses are appliedto preselected locations along the segment and elicited neural signals,also described as compound action potentials (CAPs), are recorded fromparticular compartments of the nerve. The stimulating system was manufactured as a silicone self-coiling spiral cuff (cuff) with embedded matrix of ninety-nine rectangular electrodes (0.5 mm in width and 2mm in length), made of 45 microm thick annealed platinum ribbon (99.99 % purity), and a geometric surface of 1 mm2. For electrical stimulation, a current quasitrapezoidal, asymmetric and biphasic pulses with frequency of 1 Hz, were used. To test an influence of stimulating pulses having different parameters and waveforms on elicited CAPs, various degree of imbalance between an electric charge (charge) injected in cathodic phase as well as charge injectedin anodic phase of a biphasic stimulating pulse, were deployed and compared. To identify the differences in elicited CAPs however, an integral ofthe CAP cathodic phase as well as integral of the CAP anodic phase of stimulating pulse, were calculated and compared. Results showed a strong component superimposed in the CAPs, considered as an ensemble artefact which greatly obscured the components of the CAPs, and various components did overlap. Results also showed that stimulating pulses, having preset certain degree of imbalance between charge injected in cathodic and charge injected inanodic phase, elicited a slight change in a positive waveform deflection of CAP manifested under a cathodic phase as well as slight change in a negative waveform deflection of CAP manifested under an anodic phase. (Abstract truncated at 2000 characters)


1.08 Published scientific conference contribution

4. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, ŠARLER, Božidar. Application of artificial neural networks to improve steel production process. V: BRUZZONE, Agostino G. (ur.), HAMZA, Mohamed H. (ur.). Proceedings of the 20th IASTED, International Conference on Applied Simulation and Modelling, June 25 - 27, 2012, Napoli, Italy. Proceedings of the 15th IASTED, International Conference on Artificial Intelligence and Soft Computing, June 25 - 27, 2012, Napoli, Italy. Calgary: IASTED, 2012, str. 249-255. [COBISS.SI-ID 2419707]

5. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, ŠARLER, Božidar. A software framework for optimization of process parameters in material production. V: 2nd International Conference on Engineering Design and Optimization (ICEDO 2011), August 19-21, 2011, Ningbo, China. ZHENG, Di (ur.). Advances in engineering design and optimization II, (Applied mechanics and materials, ISSN 1662-7482, vol. 101/102). Dürnten; Zürich: Trans tech publications, 2011, str. 838-841. http://www.scientific.net/AMM.101-102.838. [COBISS.SI-ID 2041851]


1.12 Published scientific conference contribution abstract

6. KODELJA, Tadej, GREŠOVNIK, Igor, VERTNIK, Robert, ŠARLER, Božidar. Topmost steel production design by using artificial neural network through process modeling. V: 20. jubilejna konferenca o materialih in tehnologijah, 17.-19. oktober 2012, Portorož, Slovenija. GODEC, Matjaž (ur.), et al. Program in knjiga povzetkov = Program and book of abstracts. Ljubljana: Inštitut za kovinske materiale in tehnologije, 2012, str. 78. [COBISS.SI-ID 21213158]

7. ŠARLER, Božidar, BELIČ, Igor, FILIPIČ, Bogdan, GREŠOVNIK, Igor, HANOGLU, Umut, JENKO, Monika, KODELJA, Tadej, KOVAČIČ, Miha, LORBIECKA, Agnieszka Zuzanna, MLAKAR, Miha, SENČIČ, Bojan, TUŠAR, Tea, VERTNIK, Robert. Simulation and optimisation of casting, rolling and heat treatment processes for competitive production of topmost steel. V: 19. konferenca o materialih in tehnologijah, 22. - 23.november 2011, Portorož = 19th Conference on Materials and Technology, 22-23 November 2011, Portorož, Slovenia. GODEC, Matjaž (ur.). Program in knjiga povzetkov = Program and book of abstracts. Ljubljana: Inštitut za kovinske materiale in tehnologije, 2011, str. 25. http://www.imt.si/fileadmin/dokumenti/IMT/KONFERENCA_-_abstracti/Sarler.pdf. [COBISS.SI-ID 889002]

MONOGRAPHS AND OTHER COMPLETED WORKS


2.12 Final research report

8. GREŠOVNIK, Igor, KODELJA, Tadej. ANN - based model of continuous casting of steel : detailed study. Solkan: COBIK, 2013. 8 str. https://www.dropbox.com/s/4qqtahpz078nnht/13_08_casting_neural_model_gresovnik_kodelja.pdf. [COBISS.SI-ID 21703142]

9. GREŠOVNIK, Igor. Generic file interface with continuous casting simulatior. Solkan: COBIK, 2013. 7 str. https://www.dropbox.com/s/8wd4gpfpop6je3r/13_08_interface_casting_simulator_gresovnik.pdf. [COBISS.SI-ID 21703654]

10. GREŠOVNIK, Igor. Input - output interface utilities for batch calculation of material properties with JMatPro. Solkan: COBIK, 2013. 12 str. http://www.dropbox.com/s/u34zwy8829j7nv2/13_08_jmatpro_interface_gresovnik.pdf. [COBISS.SI-ID 21703910]

11. GREŠOVNIK, Igor, KODELJA, Tadej. Razvoj nadzornih sistemov za avtomatizacijo procesov z naprednimi materiali : modeliranje z umetnimi nevronskimi mrežami : predstavljeno na sestanku LSNM, 16. 4. 2013. Solkan: COBIK, 2013. 19 str., ilustr. https://www.dropbox.com/s/vrjhabze25alu9i/13_04_16_meeting_lsnm_ig_02.pdf. [COBISS.SI-ID 21874918]

12. KODELJA, Tadej, GREŠOVNIK, Igor. Report on modeling the complete process path by an Artificial Neural Network : detailed study. Solkan: COBIK, 2013. 198 str., ilustr. https://www.dropbox.com/s/96lr3qc65plul5a/13_03_report_steel_production_path_neural.pdf. [COBISS.SI-ID 21440742]

13. KODELJA, Tadej, GREŠOVNIK, Igor. Modeling of continuous casting of steel with artificial neural networks : technical report. Solkan: COBIK, 2012. 45 str., ilustr. https://www.dropbox.com/s/nl81sic61b243ms/12_09_report_neural_network_model_casting_kodelja_gresovnik.pdf. [COBISS.SI-ID 21445094]

14. GREŠOVNIK, Igor. Environment for solving inverse and optimization problems. Solkan: COBIK: UNG, Laboratorij za večfazne procese, 2010. 29 str., ilustr. https://www.dropbox.com/s/rbgduo6bgaor8zq/11_02_22_sestanek_store_ijs_opt_environment_pres_gresovnik.pdf. [COBISS.SI-ID 21442022]

15. GREŠOVNIK, Igor, VERTNIK, Robert, ŠARLER, Božidar. Integrated optimization platform. Solkan: COBIK: UNG, Laboratorij za večfazne procese, 2010. 13 str., ilustr. https://www.dropbox.com/s/4naspqg74d9t4f8/10_12_07_sestanek_store_ijs_integrated_opt_platform_pres_gresovnik.pdf. [COBISS.SI-ID 21441510]

16. GREŠOVNIK, Igor. Software development in the laboratory. Solkan: COBIK: UNG, Laboratorij za večfazne procese, 2010. 40 str., ilustr. https://www.dropbox.com/s/sm7kxyilv8ahini/10_12_03_sestanek_laboratory_software_development_pres_gresovnik.pdf. [COBISS.SI-ID 21874662]

17. GREŠOVNIK, Igor. soWtFare development in the laboratory. Solkan: COBIK: UNG, Laboratorij za večfazne procese, 2010. 13 str., ilustr. https://www.dropbox.com/s/sm7kxyilv8ahini/10_12_03_sestanek_laboratory_software_development_pres_gresovnik.pdf. [COBISS.SI-ID 21441766]


2.13 Treatise, preliminary study, study

18. GREŠOVNIK, Igor. Modelling of casting steel ingots by artificial neural networks. Solkan: COBIK, 2013. 3 str. [COBISS.SI-ID 21702118]

19. GREŠOVNIK, Igor, KODELJA, Tadej. Project Plan for 2013: ANN Modeling (Project B.16, COBIK). Solkan: COBIK, 2013. 7 str. https://www.dropbox.com/s/8ov36k1dudkb9oc/13_01_plan_ann_cobik_lsnm_ig_tk.pdf. [COBISS.SI-ID 21703398]

20. GREŠOVNIK, Igor. Proposal of optimization and neural networks - related workpackages in the scope of a RFCS EU project. Solkan: COBIK, 2013. 10 str. [COBISS.SI-ID 21702374]

21. GREŠOVNIK, Igor. Administrator's rules for COBIK servers. Solkan: COBIK, 2012. 12 str., ilustr. https://www.dropbox.com/s/7tdpww0dwidlkl0/12_01_admin_cobik_servers.pdf. [COBISS.SI-ID 21443814]

22. GREŠOVNIK, Igor, KODELJA, Tadej. Artificial neural networks. Solkan: COBIK, 2012. 2 str., ilustr. https://www.dropbox.com/s/a6hirtydva1wssp/12_11_flyer_cobik_ann_25.pdf. [COBISS.SI-ID 21444838]

23. GREŠOVNIK, Igor. Optimization and artificial neural modeling tasks within the EP7 project - CNT sensors. Solkan: COBIK, 2012. 9 str. [COBISS.SI-ID 21702630]

24. GREŠOVNIK, Igor. Organization of code development for collaboration with commercial partners : study. Solkan: COBIK, 2012. 9 str., ilustr. https://www.dropbox.com/s/fo27tk995kb3ofs/12_02_plan_code_development_corporate_cooperation.pdf. [COBISS.SI-ID 21444326]

25. KODELJA, Tadej, GREŠOVNIK, Igor, VERTNIK, Robert, KOVAČIČ, Miha, SENČIČ, Bojan, ŠARLER, Božidar. Processes modeling by artificial neural networks. Solkan: COBIK, 2012. 17 str., ilustr. https://www.dropbox.com/s/7ho527m9sud5ymj/12_10_LSNM2012_Presentation_v3.ppt. [COBISS.SI-ID 21445350]

26. GREŠOVNIK, Igor. Programmer's guidelines for development of software within COBIK & Laboratorz for Multiphase Processes. Solkan: COBIK, 2012. 29 str., ilustr. https://www.dropbox.com/s/bxj9rcusxcnw01o/12_03_programmers_guidelines.pdf. [COBISS.SI-ID 21444582]

27. GREŠOVNIK, Igor. Coordination of software development in COBIK and Laboratory for Multiphase Processes. Solkan: COBIK, 2011. 41 str., ilustr. https://www.dropbox.com/s/u3jspogt89pjpz0/11_06_coordination_software_development.pdf. [COBISS.SI-ID 21442790]

28. GREŠOVNIK, Igor. Definition of data formats for optimization software. Solkan: COBIK, 2011. 17 str., ilustr. https://www.dropbox.com/s/2qdpst98ypccvii/11_06_plan_data_formats_optimization.pdf. [COBISS.SI-ID 21443302]

29. GREŠOVNIK, Igor, ŠARLER, Božidar. Development plan : formats for data transfer and graphics for simulation codes. Solkan: COBIK, 2011. 12 str., ilustr. https://www.dropbox.com/s/1e886l6tlxxqjyx/11_06_plan_formats_simulation_io_graphics.pdf. [COBISS.SI-ID 21443558]

30. GREŠOVNIK, Igor. Plan dela - optimizacija s kompleksnim odzivom za potrebe projekta COBIK. Solkan: COBIK, 2011. 13 str., ilustr. https://www.dropbox.com/s/lgzsjwgp93knlkx/11_05_plan_cobik_opt_gresovnik.pdf. [COBISS.SI-ID 21442278]

31. GREŠOVNIK, Igor. Primerjalna analiza izbire platforme za numerični model proizvodne celice. Solkan: COBIK, 2011. 8 str., ilustr. https://www.dropbox.com/s/9uvgk8ii8oa0fjg/11_02_platforma_katarina_model_celice.pdf. [COBISS.SI-ID 21442534]

32. GREŠOVNIK, Igor. Use of neural networks for approximation of response functions. Solkan: COBIK, 2011. 10 str., ilustr. https://www.dropbox.com/s/rnwj54xqg8a30dm/11_06_07_sestanek_store_ijs_neural_networks_in_optimization_pres_gresovnik.pdf. [COBISS.SI-ID 21443046]


2.21 Software

33. GREŠOVNIK, Igor. Investigative Generic Library (IGLib.NET), a Base Library for Development of Technical and other Applications on the .NET Framework : version 1.4. Ljubljana: [I. Grešovnik], 2013. http://www2.arnes.si/~ljc3m2/igor/iglib/. [COBISS.SI-ID 21890278]

34. GREŠOVNIK, Igor, KODELJA, Tadej. NeuralParametric, a software for evaluation and visualization of models based on artificial neral networks, based on IGLib. Solkan: COBIK, 2013. 1 CD-ROM. [COBISS.SI-ID 21890022]

35. GREŠOVNIK, Igor, KODELJA, Tadej. NeuralShell, a software for modelling industrial processes by artificial neural networks, based on IGLib. Solkan: COBIK, 2013. 1 CD-ROM. [COBISS.SI-ID 21889766]

36. GREŠOVNIK, Igor, KODELJA, Tadej. NeuralShellEmbedded, a software for evaluation of neural networks-based model response in optimization environments, based on IGLib. Solkan: COBIK, 2011. 1 CD-ROM. [COBISS.SI-ID 21889510]

PERFORMED WORKS (EVENTS)


3.15 Unpublished conference contribution

37. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, ŠARLER, Božidar. Optimization of steel production by artificial neural networks : abstract accepted for publication at WCSMO-10, Orlando, Florida, May 19-24 2013. Solkan: COBIK, 2013. 10 str. https://www.dropbox.com/s/6ys1yyd8y5m9ad6/13_01_paper_wcsmo10_neural_steel_opt_abstract_gresovnik.pdf. [COBISS.SI-ID 21704422]


3.25 Other performed works

38. GREŠOVNIK, Igor. Razvoj nadzornih sistemov za avtomatizacijo procesov z naprednimi materiali - modeliranje z umetnimi nevronskimi mrežami : predstavitev na sestanku LSNM, 16. 4. 2013. Solkan: COBIK, 2013. [COBISS.SI-ID 21704166]

SECONDARY AUTHORSHIP


Co-Supervisor for Undergraduate Theses (1st cycle Bologna study programme)

39. PETEK, Marko. Numerično modeliranje nelinearnega vsiljenega nihanja : diplomski seminar na bolonjskem študijskem programu 1. stopnje Fizika. Maribor: [M. Petek], 2013. 22 str., graf. prikazi. http://dkum.uni-mb.si/IzpisGradiva.php?id=42126. [COBISS.SI-ID 20301576]



Selected format of bibliographic unit: ISO 690
Sorting of bibliographic records: typology, year - descending, title

Source of bibliographic records: shared data base COBISS.SI/COBIB.SI, 31. 3. 2016




COBISS Co-operative Online Bibliographic system & services COBISS



Tadej Kodelja [35036]

Personal bibliography for the period 2010-2014


ARTICLES AND OTHER COMPONENT PARTS


1.01 Original scientific article

1. KODELJA, Tadej, GREŠOVNIK, Igor, VERTNIK, Robert, ŠARLER, Božidar. Topmost steel production design based on through process modelling with artificial neural networks = Projektiranje proizvodnje vrhunskih jekel na podlagi modeliranja skozi proces z umetnimi nevronskimi mrežami. Materiali in tehnologije, ISSN 1580-2949. [Tiskana izd.], mar.-apr. 2014, letn. 48, št. 2, str. 269-274, ilustr. http://mit.imt.si/Revija/. [COBISS.SI-ID 1043370]

Application of artificial neural networks for modeling of a complete process path in a steel production - from the scrap steel to the material properties of semi products - is presented. The described approach is introduced as an alternative to physics based through process modeling, with the advantage of lower complexity of the software and much lower computing times for calculating the influence of a specific settings of the process parameters. This new approach can be beneficially used in designing the production process. This is clearly demonstrated by estimating the influence of 34 alloying elements and process parameters of 6 process steps on 5 final mechanical properties of spring steel (elongation, tensile strength, yield stress, hardness after rolling and necking), based on 1879 recorded data sets from the production line in Štore Steel company. The ANN used is of a multilayer feedforward type with sigmoid activation function and supervised learning. An important feature of this approach is its dependence on accurate and sufficient data, acquired from the modeled process. Therefore, special care must be devoted to validation of the obtained model and error estimation. The reliability and other characteristics of the available data canvary to a great extent in real industrial practice, therefore analysis of the models is a highly customized task that has to be performed on a case to case basis. A flexible and easily extensible software base has been developed in the scope of the described work in order to adequately support research, development and practical application of this kind of models.

2. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, SENČIČ, Bojan, KOVAČIČ, Miha, ŠARLER, Božidar. Application of artificial neural networks in design of steel production path. Computers, materials & continua, ISSN 1546-2218, 2012, vol. 30, no. 1, str. 19-38. [COBISS.SI-ID 2601467]


1.08 Published scientific conference contribution

3. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, ŠARLER, Božidar. Application of artificial neural networks to improve steel production process. V: BRUZZONE, Agostino G. (ur.), HAMZA, Mohamed H. (ur.). Proceedings of the 20th IASTED, International Conference on Applied Simulation and Modelling, June 25 - 27, 2012, Napoli, Italy. Proceedings of the 15th IASTED, International Conference on Artificial Intelligence and Soft Computing, June 25 - 27, 2012, Napoli, Italy. Calgary: IASTED, 2012, str. 249-255. [COBISS.SI-ID 2419707]

4. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, ŠARLER, Božidar. A software framework for optimization of process parameters in material production. V: 2nd International Conference on Engineering Design and Optimization (ICEDO 2011), August 19-21, 2011, Ningbo, China. ZHENG, Di (ur.). Advances in engineering design and optimization II, (Applied mechanics and materials, ISSN 1662-7482, vol. 101/102). Dürnten; Zürich: Trans tech publications, 2011, str. 838-841. http://www.scientific.net/AMM.101-102.838. [COBISS.SI-ID 2041851]


1.12 Published scientific conference contribution abstract

5. KODELJA, Tadej, GREŠOVNIK, Igor, VERTNIK, Robert, ŠARLER, Božidar. Topmost steel production design by using artificial neural network through process modeling. V: 20. jubilejna konferenca o materialih in tehnologijah, 17.-19. oktober 2012, Portorož, Slovenija. GODEC, Matjaž (ur.), et al. Program in knjiga povzetkov = Program and book of abstracts. Ljubljana: Inštitut za kovinske materiale in tehnologije, 2012, str. 78. [COBISS.SI-ID 21213158]

MONOGRAPHS AND OTHER COMPLETED WORKS


2.09 Master's thesis

6. KODELJA, Tadej. Uporaba orodja Simulink za modele sistemske dinamike : magistrsko delo. Nova Gorica: [T. Kodelja], 2011. XIV, 67 str., ilustr. http://www.ung.si/~library/magisterij/PTF/12Kodelja.pdf. [COBISS.SI-ID 1781755]


2.12 Final research report

7. GREŠOVNIK, Igor, KODELJA, Tadej. ANN - based model of continuous casting of steel : detailed study. Solkan: COBIK, 2013. 8 str. https://www.dropbox.com/s/4qqtahpz078nnht/13_08_casting_neural_model_gresovnik_kodelja.pdf. [COBISS.SI-ID 21703142]

8. GREŠOVNIK, Igor, KODELJA, Tadej. Razvoj nadzornih sistemov za avtomatizacijo procesov z naprednimi materiali : modeliranje z umetnimi nevronskimi mrežami : predstavljeno na sestanku LSNM, 16. 4. 2013. Solkan: COBIK, 2013. 19 str., ilustr. https://www.dropbox.com/s/vrjhabze25alu9i/13_04_16_meeting_lsnm_ig_02.pdf. [COBISS.SI-ID 21874918]

9. KODELJA, Tadej, GREŠOVNIK, Igor. Report on modeling the complete process path by an Artificial Neural Network : detailed study. Solkan: COBIK, 2013. 198 str., ilustr. https://www.dropbox.com/s/96lr3qc65plul5a/13_03_report_steel_production_path_neural.pdf. [COBISS.SI-ID 21440742]

10. KODELJA, Tadej, GREŠOVNIK, Igor. Modeling of continuous casting of steel with artificial neural networks : technical report. Solkan: COBIK, 2012. 45 str., ilustr. https://www.dropbox.com/s/nl81sic61b243ms/12_09_report_neural_network_model_casting_kodelja_gresovnik.pdf. [COBISS.SI-ID 21445094]


2.13 Treatise, preliminary study, study

11. GREŠOVNIK, Igor, KODELJA, Tadej. Project Plan for 2013: ANN Modeling (Project B.16, COBIK). Solkan: COBIK, 2013. 7 str. https://www.dropbox.com/s/8ov36k1dudkb9oc/13_01_plan_ann_cobik_lsnm_ig_tk.pdf. [COBISS.SI-ID 21703398]

12. GREŠOVNIK, Igor, KODELJA, Tadej. Artificial neural networks. Solkan: COBIK, 2012. 2 str., ilustr. https://www.dropbox.com/s/a6hirtydva1wssp/12_11_flyer_cobik_ann_25.pdf. [COBISS.SI-ID 21444838]

13. KODELJA, Tadej, GREŠOVNIK, Igor, VERTNIK, Robert, KOVAČIČ, Miha, SENČIČ, Bojan, ŠARLER, Božidar. Processes modeling by artificial neural networks. Solkan: COBIK, 2012. 17 str., ilustr. https://www.dropbox.com/s/7ho527m9sud5ymj/12_10_LSNM2012_Presentation_v3.ppt. [COBISS.SI-ID 21445350]

14. KODELJA, Tadej, ŠARLER, Božidar. Z inovativnimi simulacijami k novim materialom in procesom. Solkan: COBIK, 2012. 30 str., ilustr. https://www.dropbox.com/s/6yjiwkc4harjny6/12_12_Tehnoloski_park_LSNM_v2.pptx. [COBISS.SI-ID 21445606]


2.21 Software

15. GREŠOVNIK, Igor, KODELJA, Tadej. NeuralParametric, a software for evaluation and visualization of models based on artificial neral networks, based on IGLib. Solkan: COBIK, 2013. 1 CD-ROM. [COBISS.SI-ID 21890022]

16. GREŠOVNIK, Igor, KODELJA, Tadej. NeuralShell, a software for modelling industrial processes by artificial neural networks, based on IGLib. Solkan: COBIK, 2013. 1 CD-ROM. [COBISS.SI-ID 21889766]

17. GREŠOVNIK, Igor, KODELJA, Tadej. NeuralShellEmbedded, a software for evaluation of neural networks-based model response in optimization environments, based on IGLib. Solkan: COBIK, 2011. 1 CD-ROM. [COBISS.SI-ID 21889510]

PERFORMED WORKS (EVENTS)


3.15 Unpublished conference contribution

18. GREŠOVNIK, Igor, KODELJA, Tadej, VERTNIK, Robert, ŠARLER, Božidar. Optimization of steel production by artificial neural networks : abstract accepted for publication at WCSMO-10, Orlando, Florida, May 19-24 2013. Solkan: COBIK, 2013. 10 str. https://www.dropbox.com/s/6ys1yyd8y5m9ad6/13_01_paper_wcsmo10_neural_steel_opt_abstract_gresovnik.pdf. [COBISS.SI-ID 21704422]



Selected format of bibliographic unit: ISO 690
Sorting of bibliographic records: typology, year - descending, title

Source of bibliographic records: shared data base COBISS.SI/COBIB.SI, 31. 3. 2016